{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ce0c3229",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(371, 359, 3)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import cv2 as cv\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "img = cv.imread('../data/chessboard.png')\n",
    "rows,cols,ch = img.shape\n",
    "print(img.shape)\n",
    "\n",
    "offsetX=100\n",
    "offsetY=50\n",
    "pts1 = np.float32([[50,50],[200,50],[50,200]])\n",
    "pts2 = np.float32([[10+offsetX,100+offsetY],[200+offsetX,50+offsetY],[100+offsetX,250+offsetY]])\n",
    "M = cv.getAffineTransform(pts1,pts2)\n",
    "dst = cv.warpAffine(img,M,(cols,rows))\n",
    "\n",
    "plt.figure(figsize=(15,15))\n",
    "plt.subplot(131),plt.imshow(img),plt.title('Input')\n",
    "plt.subplot(132),plt.imshow(dst),plt.title('Output')\n",
    "# plt.show()\n",
    "\n",
    "M = cv.getAffineTransform(pts2,pts1)\n",
    "dst2 = cv.warpAffine(dst,M,(cols,rows))\n",
    "plt.subplot(133),plt.imshow(dst2),plt.title('Input_FromOutput')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7be20e0c",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
